Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	29601
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.7 MiB
Average record size in memory	201.0 B

Variable types

Numeric	22
Categorical	3
Boolean	1

Warnings

`PayStat/Sept05` is highly correlated with `PayStat/Aug05` and 4 other fields	High correlation
`PayStat/Aug05` is highly correlated with `PayStat/Sept05` and 5 other fields	High correlation
`PayStat/Jul05` is highly correlated with `PayStat/Sept05` and 5 other fields	High correlation
`PayStat/Jun05` is highly correlated with `PayStat/Sept05` and 5 other fields	High correlation
`PayStat/May05` is highly correlated with `PayStat/Sept05` and 5 other fields	High correlation
`PayStat/Apr05` is highly correlated with `PayStat/Aug05` and 4 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Outstanding/Aug05` and 4 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Outstanding/Sept05` and 4 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Outstanding/Sept05` and 4 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Outstanding/Sept05` and 4 other fields	High correlation
`Outstanding/May05` is highly correlated with `Outstanding/Sept05` and 4 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Outstanding/Sept05` and 4 other fields	High correlation
`PayStats` is highly correlated with `PayStat/Sept05` and 5 other fields	High correlation
`PayStat/Sept05` is highly correlated with `PayStat/Aug05` and 3 other fields	High correlation
`PayStat/Aug05` is highly correlated with `PayStat/Sept05` and 8 other fields	High correlation
`PayStat/Jul05` is highly correlated with `PayStat/Sept05` and 10 other fields	High correlation
`PayStat/Jun05` is highly correlated with `PayStat/Sept05` and 11 other fields	High correlation
`PayStat/May05` is highly correlated with `PayStat/Aug05` and 9 other fields	High correlation
`PayStat/Apr05` is highly correlated with `PayStat/Aug05` and 9 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `PayStat/Aug05` and 9 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `PayStat/Aug05` and 11 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `PayStat/Aug05` and 12 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `PayStat/Jul05` and 14 other fields	High correlation
`Outstanding/May05` is highly correlated with `PayStat/Jul05` and 14 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `PayStat/Jun05` and 12 other fields	High correlation
`Paid/Sept05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Paid/Aug05` is highly correlated with `Outstanding/Jul05` and 5 other fields	High correlation
`Paid/Jul05` is highly correlated with `Outstanding/Jun05` and 7 other fields	High correlation
`Paid/Jun05` is highly correlated with `Outstanding/Jun05` and 6 other fields	High correlation
`Paid/May05` is highly correlated with `Outstanding/Jun05` and 5 other fields	High correlation
`Paid/Apr05` is highly correlated with `Outstanding/May05` and 4 other fields	High correlation
`PayStats` is highly correlated with `PayStat/Sept05` and 11 other fields	High correlation
`Unnamed: 0` is highly correlated with `Default`	High correlation
`Credit Limit` is highly correlated with `PayStat/Aug05` and 5 other fields	High correlation
`Age` is highly correlated with `Default`	High correlation
`PayStat/Sept05` is highly correlated with `Default`	High correlation
`PayStat/Aug05` is highly correlated with `Credit Limit` and 1 other fields	High correlation
`PayStat/Jul05` is highly correlated with `Credit Limit` and 1 other fields	High correlation
`PayStat/Jun05` is highly correlated with `Credit Limit` and 1 other fields	High correlation
`PayStat/May05` is highly correlated with `Credit Limit` and 1 other fields	High correlation
`PayStat/Apr05` is highly correlated with `Credit Limit` and 1 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Outstanding/Aug05` and 5 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Outstanding/May05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Paid/Sept05` is highly correlated with `Default`	High correlation
`Paid/Aug05` is highly correlated with `Default`	High correlation
`Paid/Jul05` is highly correlated with `Default`	High correlation
`Paid/Jun05` is highly correlated with `Default`	High correlation
`Paid/May05` is highly correlated with `Default`	High correlation
`Paid/Apr05` is highly correlated with `Default`	High correlation
`Default` is highly correlated with `Unnamed: 0` and 20 other fields	High correlation
`Marital Status` is highly correlated with `Age`	High correlation
`Credit Limit` is highly correlated with `Outstanding/Aug05` and 5 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Paid/May05` is highly correlated with `Paid/Aug05` and 1 other fields	High correlation
`PayStat/Jun05` is highly correlated with `PayStat/May05` and 5 other fields	High correlation
`PayStat/May05` is highly correlated with `PayStat/Jun05` and 6 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/May05` is highly correlated with `Credit Limit` and 8 other fields	High correlation
`Paid/Sept05` is highly correlated with `Paid/Aug05` and 2 other fields	High correlation
`Paid/Aug05` is highly correlated with `Paid/May05` and 3 other fields	High correlation
`PayStat/Jul05` is highly correlated with `PayStat/Jun05` and 5 other fields	High correlation
`Paid/Jun05` is highly correlated with `Paid/Sept05` and 1 other fields	High correlation
`PayStat/Apr05` is highly correlated with `PayStat/Jun05` and 6 other fields	High correlation
`Age` is highly correlated with `Marital Status`	High correlation
`PayStats` is highly correlated with `PayStat/Jun05` and 5 other fields	High correlation
`PayStat/Aug05` is highly correlated with `PayStat/Jun05` and 5 other fields	High correlation
`Default` is highly correlated with `PayStat/Sept05`	High correlation
`PayStat/Sept05` is highly correlated with `PayStat/Jun05` and 6 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Outstanding/Aug05` and 6 other fields	High correlation
`Paid/Jul05` is highly correlated with `Credit Limit` and 8 other fields	High correlation
`Paid/Aug05` is highly skewed (γ1 = 30.62926199)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`PayStat/Sept05` has 14499 (49.0%) zeros	Zeros
`PayStat/Aug05` has 15476 (52.3%) zeros	Zeros
`PayStat/Jul05` has 15518 (52.4%) zeros	Zeros
`PayStat/Jun05` has 16204 (54.7%) zeros	Zeros
`PayStat/May05` has 16684 (56.4%) zeros	Zeros
`PayStat/Apr05` has 16053 (54.2%) zeros	Zeros
`Outstanding/Sept05` has 1981 (6.7%) zeros	Zeros
`Outstanding/Aug05` has 2466 (8.3%) zeros	Zeros
`Outstanding/Jul05` has 2826 (9.5%) zeros	Zeros
`Outstanding/Jun05` has 3143 (10.6%) zeros	Zeros
`Outstanding/May05` has 3433 (11.6%) zeros	Zeros
`Outstanding/Apr05` has 3929 (13.3%) zeros	Zeros
`Paid/Sept05` has 5192 (17.5%) zeros	Zeros
`Paid/Aug05` has 5334 (18.0%) zeros	Zeros
`Paid/Jul05` has 5891 (19.9%) zeros	Zeros
`Paid/Jun05` has 6318 (21.3%) zeros	Zeros
`Paid/May05` has 6600 (22.3%) zeros	Zeros
`Paid/Apr05` has 7043 (23.8%) zeros	Zeros
`PayStats` has 2470 (8.3%) zeros	Zeros

Reproduction

Analysis started	2021-07-30 01:01:00.299140
Analysis finished	2021-07-30 01:05:32.403759
Duration	4 minutes and 32.1 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	29601
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14971.75893

Minimum	1
Maximum	30000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1495
Q1	7474
median	14953
Q3	22463
95-th percentile	28488
Maximum	30000
Range	29999
Interquartile range (IQR)	14989

Descriptive statistics

Standard deviation	8660.18443
Coefficient of variation (CV)	0.5784346697
Kurtosis	-1.199491067
Mean	14971.75893
Median Absolute Deviation (MAD)	7494
Skewness	0.004481755181
Sum	443179036
Variance	74998794.35
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
19965	1	< 0.1%
19963	1	< 0.1%
19962	1	< 0.1%
19961	1	< 0.1%
19960	1	< 0.1%
19959	1	< 0.1%
19958	1	< 0.1%
19957	1	< 0.1%
19956	1	< 0.1%
Other values (29591)	29591	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
29999	1	< 0.1%
29998	1	< 0.1%
29997	1	< 0.1%
29996	1	< 0.1%
29995	1	< 0.1%
29994	1	< 0.1%
29993	1	< 0.1%
29992	1	< 0.1%
29991	1	< 0.1%

Credit Limit
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	81
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167550.5449

Minimum	10000
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	1000000
Range	990000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129944.021
Coefficient of variation (CV)	0.7755511689
Kurtosis	0.5318491585
Mean	167550.5449
Median Absolute Deviation (MAD)	90000
Skewness	0.9928498687
Sum	4959663680
Variance	1.688544858 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	3331	11.3%
20000	1955	6.6%
30000	1586	5.4%
80000	1542	5.2%
200000	1498	5.1%
150000	1080	3.6%
100000	1035	3.5%
180000	979	3.3%
360000	872	2.9%
60000	819	2.8%
Other values (71)	14904	50.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	486	1.6%
16000	1	< 0.1%
20000	1955	6.6%
30000	1586	5.4%
40000	226	0.8%
50000	3331	11.3%
60000	819	2.8%
70000	726	2.5%
80000	1542	5.2%
90000	641	2.2%

Value	Count	Frequency (%)
1000000	1	< 0.1%
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	4	< 0.1%
740000	2	< 0.1%
730000	2	< 0.1%
720000	3	< 0.1%
710000	6	< 0.1%
700000	8	< 0.1%

Sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	231.4 KiB

F	17855
M	11746

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29601
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	F
4th row	F
5th row	M

Common Values

Value	Count	Frequency (%)
F	17855	60.3%
M	11746	39.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
f	17855	60.3%
m	11746	39.7%

Most occurring characters

Value	Count	Frequency (%)
F	17855	60.3%
M	11746	39.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	29601	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	17855	60.3%
M	11746	39.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	29601	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	17855	60.3%
M	11746	39.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29601	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	17855	60.3%
M	11746	39.7%

Education
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	231.4 KiB

BSc	14024
MSc or PHd	10581
High School Diploma	4873
Other	123

Length

Max length	19
Median length	10
Mean length	8.144454579
Min length	3

Characters and Unicode

Total characters	241084
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BSc
2nd row	BSc
3rd row	BSc
4th row	BSc
5th row	BSc

Common Values

Value	Count	Frequency (%)
BSc	14024	47.4%
MSc or PHd	10581	35.7%
High School Diploma	4873	16.5%
Other	123	0.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
bsc	14024	23.2%
msc	10581	17.5%
or	10581	17.5%
phd	10581	17.5%
high	4873	8.1%
school	4873	8.1%
diploma	4873	8.1%
other	123	0.2%

Most occurring characters

Value	Count	Frequency (%)
	30908	12.8%
S	29478	12.2%
c	29478	12.2%
o	25200	10.5%
H	15454	6.4%
B	14024	5.8%
r	10704	4.4%
M	10581	4.4%
P	10581	4.4%
d	10581	4.4%
Other values (11)	54095	22.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	125062	51.9%
Uppercase Letter	85114	35.3%
Space Separator	30908	12.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	29478	23.6%
o	25200	20.2%
r	10704	8.6%
d	10581	8.5%
h	9869	7.9%
i	9746	7.8%
l	9746	7.8%
g	4873	3.9%
p	4873	3.9%
m	4873	3.9%
Other values (3)	5119	4.1%

Uppercase Letter

Value	Count	Frequency (%)
S	29478	34.6%
H	15454	18.2%
B	14024	16.5%
M	10581	12.4%
P	10581	12.4%
D	4873	5.7%
O	123	0.1%

Space Separator

Value	Count	Frequency (%)
	30908	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	210176	87.2%
Common	30908	12.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	29478	14.0%
c	29478	14.0%
o	25200	12.0%
H	15454	7.4%
B	14024	6.7%
r	10704	5.1%
M	10581	5.0%
P	10581	5.0%
d	10581	5.0%
h	9869	4.7%
Other values (10)	44226	21.0%

Common

Value	Count	Frequency (%)
	30908	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	241084	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	30908	12.8%
S	29478	12.2%
c	29478	12.2%
o	25200	10.5%
H	15454	6.4%
B	14024	5.8%
r	10704	4.4%
M	10581	4.4%
P	10581	4.4%
d	10581	4.4%
Other values (11)	54095	22.4%

Marital Status
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	231.4 KiB

Single	15806
Married	13477
Other	318

Length

Max length	7
Median length	6
Mean length	6.444545792
Min length	5

Characters and Unicode

Total characters	190765
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Married
2nd row	Single
3rd row	Single
4th row	Married
5th row	Married

Common Values

Value	Count	Frequency (%)
Single	15806	53.4%
Married	13477	45.5%
Other	318	1.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
single	15806	53.4%
married	13477	45.5%
other	318	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	29601	15.5%
i	29283	15.4%
r	27272	14.3%
S	15806	8.3%
n	15806	8.3%
g	15806	8.3%
l	15806	8.3%
M	13477	7.1%
a	13477	7.1%
d	13477	7.1%
Other values (3)	954	0.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	161164	84.5%
Uppercase Letter	29601	15.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	29601	18.4%
i	29283	18.2%
r	27272	16.9%
n	15806	9.8%
g	15806	9.8%
l	15806	9.8%
a	13477	8.4%
d	13477	8.4%
t	318	0.2%
h	318	0.2%

Uppercase Letter

Value	Count	Frequency (%)
S	15806	53.4%
M	13477	45.5%
O	318	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	190765	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	29601	15.5%
i	29283	15.4%
r	27272	14.3%
S	15806	8.3%
n	15806	8.3%
g	15806	8.3%
l	15806	8.3%
M	13477	7.1%
a	13477	7.1%
d	13477	7.1%
Other values (3)	954	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	190765	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	29601	15.5%
i	29283	15.4%
r	27272	14.3%
S	15806	8.3%
n	15806	8.3%
g	15806	8.3%
l	15806	8.3%
M	13477	7.1%
a	13477	7.1%
d	13477	7.1%
Other values (3)	954	0.5%

Age
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.46407216

Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.213243334
Coefficient of variation (CV)	0.2597909031
Kurtosis	0.05551028991
Mean	35.46407216
Median Absolute Deviation (MAD)	6
Skewness	0.7373094047
Sum	1049772
Variance	84.88385273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1593	5.4%
27	1455	4.9%
28	1397	4.7%
30	1382	4.7%
26	1245	4.2%
31	1205	4.1%
25	1176	4.0%
34	1147	3.9%
32	1143	3.9%
33	1127	3.8%
Other values (46)	16731	56.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	64	0.2%
22	553	1.9%
23	917	3.1%
24	1117	3.8%
25	1176	4.0%
26	1245	4.2%
27	1455	4.9%
28	1397	4.7%
29	1593	5.4%
30	1382	4.7%

Value	Count	Frequency (%)
79	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%
71	3	< 0.1%
70	10	< 0.1%
69	15	0.1%
68	5	< 0.1%
67	16	0.1%

PayStat/Sept05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01493192798

Minimum	-2
Maximum	8
Zeros	14499
Zeros (%)	49.0%
Negative	8341
Negative (%)	28.2%
Memory size	231.4 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.124502894
Coefficient of variation (CV)	-75.30862032
Kurtosis	2.720747276
Mean	-0.01493192798
Median Absolute Deviation (MAD)	1
Skewness	0.7331730188
Sum	-442
Variance	1.26450676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	14499	49.0%
-1	5633	19.0%
1	3662	12.4%
-2	2708	9.1%
2	2640	8.9%
3	320	1.1%
4	76	0.3%
5	24	0.1%
8	19	0.1%
6	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	2708	9.1%
-1	5633	19.0%
0	14499	49.0%
1	3662	12.4%
2	2640	8.9%
3	320	1.1%
4	76	0.3%
5	24	0.1%
6	11	< 0.1%
7	9	< 0.1%

Value	Count	Frequency (%)
8	19	0.1%
7	9	< 0.1%
6	11	< 0.1%
5	24	0.1%
4	76	0.3%
3	320	1.1%
2	2640	8.9%
1	3662	12.4%
0	14499	49.0%
-1	5633	19.0%

PayStat/Aug05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1313131313

Minimum	-2
Maximum	8
Zeros	15476
Zeros (%)	52.3%
Negative	9712
Negative (%)	32.8%
Memory size	231.4 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.199642203
Coefficient of variation (CV)	-9.135736773
Kurtosis	1.557982384
Mean	-0.1313131313
Median Absolute Deviation (MAD)	0
Skewness	0.791420645
Sum	-3887
Variance	1.439141414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15476	52.3%
-1	5990	20.2%
2	3904	13.2%
-2	3722	12.6%
3	326	1.1%
4	97	0.3%
1	28	0.1%
5	25	0.1%
7	20	0.1%
6	12	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	3722	12.6%
-1	5990	20.2%
0	15476	52.3%
1	28	0.1%
2	3904	13.2%
3	326	1.1%
4	97	0.3%
5	25	0.1%
6	12	< 0.1%
7	20	0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	20	0.1%
6	12	< 0.1%
5	25	0.1%
4	97	0.3%
3	326	1.1%
2	3904	13.2%
1	28	0.1%
0	15476	52.3%
-1	5990	20.2%

PayStat/Jul05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1634404243

Minimum	-2
Maximum	8
Zeros	15518
Zeros (%)	52.4%
Negative	9890
Negative (%)	33.4%
Memory size	231.4 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.199792708
Coefficient of variation (CV)	-7.34085654
Kurtosis	2.072829638
Mean	-0.1634404243
Median Absolute Deviation (MAD)	0
Skewness	0.841479725
Sum	-4838
Variance	1.439502541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15518	52.4%
-1	5863	19.8%
-2	4027	13.6%
2	3802	12.8%
3	237	0.8%
4	76	0.3%
7	27	0.1%
6	23	0.1%
5	21	0.1%
1	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4027	13.6%
-1	5863	19.8%
0	15518	52.4%
1	4	< 0.1%
2	3802	12.8%
3	237	0.8%
4	76	0.3%
5	21	0.1%
6	23	0.1%
7	27	0.1%

Value	Count	Frequency (%)
8	3	< 0.1%
7	27	0.1%
6	23	0.1%
5	21	0.1%
4	76	0.3%
3	237	0.8%
2	3802	12.8%
1	4	< 0.1%
0	15518	52.4%
-1	5863	19.8%

PayStat/Jun05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2183034357

Minimum	-2
Maximum	8
Zeros	16204
Zeros (%)	54.7%
Negative	9904
Negative (%)	33.5%
Memory size	231.4 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.172219586
Coefficient of variation (CV)	-5.369679968
Kurtosis	3.488694804
Mean	-0.2183034357
Median Absolute Deviation (MAD)	0
Skewness	1.003030728
Sum	-6462
Variance	1.374098757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	16204	54.7%
-1	5617	19.0%
-2	4287	14.5%
2	3142	10.6%
3	180	0.6%
4	69	0.2%
7	58	0.2%
5	35	0.1%
6	5	< 0.1%
1	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4287	14.5%
-1	5617	19.0%
0	16204	54.7%
1	2	< 0.1%
2	3142	10.6%
3	180	0.6%
4	69	0.2%
5	35	0.1%
6	5	< 0.1%
7	58	0.2%

Value	Count	Frequency (%)
8	2	< 0.1%
7	58	0.2%
6	5	< 0.1%
5	35	0.1%
4	69	0.2%
3	180	0.6%
2	3142	10.6%
1	2	< 0.1%
0	16204	54.7%
-1	5617	19.0%

PayStat/May05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2639775683

Minimum	-2
Maximum	8
Zeros	16684
Zeros (%)	56.4%
Negative	9959
Negative (%)	33.6%
Memory size	231.4 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.136217041
Coefficient of variation (CV)	-4.304218152
Kurtosis	3.981011416
Mean	-0.2639775683
Median Absolute Deviation (MAD)	0
Skewness	1.013018627
Sum	-7814
Variance	1.290989165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16684	56.4%
-1	5480	18.5%
-2	4479	15.1%
2	2617	8.8%
3	177	0.6%
4	84	0.3%
7	58	0.2%
5	17	0.1%
6	4	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4479	15.1%
-1	5480	18.5%
0	16684	56.4%
2	2617	8.8%
3	177	0.6%
4	84	0.3%
5	17	0.1%
6	4	< 0.1%
7	58	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	58	0.2%
6	4	< 0.1%
5	17	0.1%
4	84	0.3%
3	177	0.6%
2	2617	8.8%
0	16684	56.4%
-1	5480	18.5%
-2	4479	15.1%

PayStat/Apr05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2875578528

Minimum	-2
Maximum	8
Zeros	16053
Zeros (%)	54.2%
Negative	10480
Negative (%)	35.4%
Memory size	231.4 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.152205693
Coefficient of variation (CV)	-4.006865684
Kurtosis	3.428958041
Mean	-0.2875578528
Median Absolute Deviation (MAD)	0
Skewness	0.9528070424
Sum	-8512
Variance	1.327577958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16053	54.2%
-1	5674	19.2%
-2	4806	16.2%
2	2756	9.3%
3	183	0.6%
4	49	0.2%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
8	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4806	16.2%
-1	5674	19.2%
0	16053	54.2%
2	2756	9.3%
3	183	0.6%
4	49	0.2%
5	13	< 0.1%
6	19	0.1%
7	46	0.2%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
4	49	0.2%
3	183	0.6%
2	2756	9.3%
0	16053	54.2%
-1	5674	19.2%
-2	4806	16.2%

Outstanding/Sept05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	22441
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50957.43201

Minimum	-165580
Maximum	964511
Zeros	1981
Zeros (%)	6.7%
Negative	588
Negative (%)	2.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	-165580
5-th percentile	0
Q1	3528
median	22259
Q3	66623
95-th percentile	200545
Maximum	964511
Range	1130091
Interquartile range (IQR)	63095

Descriptive statistics

Standard deviation	73370.2424
Coefficient of variation (CV)	1.439833985
Kurtosis	9.883084664
Mean	50957.43201
Median Absolute Deviation (MAD)	21680
Skewness	2.673879937
Sum	1508390945
Variance	5383192470
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1981	6.7%
390	243	0.8%
780	74	0.2%
326	70	0.2%
316	63	0.2%
2500	59	0.2%
396	49	0.2%
2400	39	0.1%
416	29	0.1%
1050	25	0.1%
Other values (22431)	26969	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-165580	1	< 0.1%
-154973	1	< 0.1%
-15308	1	< 0.1%
-14386	1	< 0.1%
-11545	1	< 0.1%
-10682	1	< 0.1%
-9802	1	< 0.1%
-9095	1	< 0.1%
-8187	1	< 0.1%
-7438	1	< 0.1%

Value	Count	Frequency (%)
964511	1	< 0.1%
746814	1	< 0.1%
653062	1	< 0.1%
630458	1	< 0.1%
621749	1	< 0.1%
613860	1	< 0.1%
610723	1	< 0.1%
608594	1	< 0.1%
604019	1	< 0.1%
589654	1	< 0.1%

Outstanding/Aug05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	22069
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48942.18955

Minimum	-69777
Maximum	983931
Zeros	2466
Zeros (%)	8.3%
Negative	665
Negative (%)	2.2%
Memory size	231.4 KiB

Quantile statistics

Minimum	-69777
5-th percentile	0
Q1	2970
median	21050
Q3	63497
95-th percentile	194111
Maximum	983931
Range	1053708
Interquartile range (IQR)	60527

Descriptive statistics

Standard deviation	70923.98515
Coefficient of variation (CV)	1.449137969
Kurtosis	10.40862349
Mean	48942.18955
Median Absolute Deviation (MAD)	20660
Skewness	2.71669497
Sum	1448737753
Variance	5030211670
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2466	8.3%
390	230	0.8%
780	75	0.3%
326	74	0.2%
316	72	0.2%
396	51	0.2%
2500	51	0.2%
2400	42	0.1%
-200	29	0.1%
416	28	0.1%
Other values (22059)	26483	89.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-69777	1	< 0.1%
-67526	1	< 0.1%
-33350	1	< 0.1%
-30000	1	< 0.1%
-26214	1	< 0.1%
-24704	1	< 0.1%
-24702	1	< 0.1%
-22960	1	< 0.1%
-18618	1	< 0.1%
-18088	1	< 0.1%

Value	Count	Frequency (%)
983931	1	< 0.1%
743970	1	< 0.1%
671563	1	< 0.1%
646770	1	< 0.1%
624475	1	< 0.1%
605943	1	< 0.1%
597793	1	< 0.1%
581775	1	< 0.1%
577681	1	< 0.1%
572834	1	< 0.1%

Outstanding/Jul05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21763
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46803.20327

Minimum	-157264
Maximum	1664089
Zeros	2826
Zeros (%)	9.5%
Negative	649
Negative (%)	2.2%
Memory size	231.4 KiB

Quantile statistics

Minimum	-157264
5-th percentile	0
Q1	2652
median	20035
Q3	59830
95-th percentile	186878
Maximum	1664089
Range	1821353
Interquartile range (IQR)	57178

Descriptive statistics

Standard deviation	69123.89211
Coefficient of variation (CV)	1.476905153
Kurtosis	20.14060006
Mean	46803.20327
Median Absolute Deviation (MAD)	19647
Skewness	3.106686615
Sum	1385421620
Variance	4778112460
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2826	9.5%
390	273	0.9%
780	72	0.2%
316	62	0.2%
326	61	0.2%
396	47	0.2%
2500	40	0.1%
2400	39	0.1%
416	29	0.1%
200	26	0.1%
Other values (21753)	26126	88.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-157264	1	< 0.1%
-61506	1	< 0.1%
-46127	1	< 0.1%
-34041	1	< 0.1%
-25443	1	< 0.1%
-24702	1	< 0.1%
-20320	1	< 0.1%
-17706	1	< 0.1%
-15910	1	< 0.1%
-15641	1	< 0.1%

Value	Count	Frequency (%)
1664089	1	< 0.1%
855086	1	< 0.1%
693131	1	< 0.1%
689643	1	< 0.1%
689627	1	< 0.1%
632041	1	< 0.1%
597415	1	< 0.1%
578971	1	< 0.1%
577957	1	< 0.1%
577015	1	< 0.1%

Outstanding/Jun05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21303
Distinct (%)	72.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43122.5542

Minimum	-170000
Maximum	891586
Zeros	3143
Zeros (%)	10.6%
Negative	667
Negative (%)	2.3%
Memory size	231.4 KiB

Quantile statistics

Minimum	-170000
5-th percentile	0
Q1	2329
median	19005
Q3	54271
95-th percentile	174074
Maximum	891586
Range	1061586
Interquartile range (IQR)	51942

Descriptive statistics

Standard deviation	64196.38391
Coefficient of variation (CV)	1.488696231
Kurtosis	11.36854578
Mean	43122.5542
Median Absolute Deviation (MAD)	18606
Skewness	2.82838955
Sum	1276470727
Variance	4121175708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3143	10.6%
390	245	0.8%
780	99	0.3%
316	68	0.2%
326	61	0.2%
396	43	0.1%
2400	39	0.1%
150	39	0.1%
2500	34	0.1%
416	33	0.1%
Other values (21293)	25797	87.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-170000	1	< 0.1%
-81334	1	< 0.1%
-65167	1	< 0.1%
-50616	1	< 0.1%
-46627	1	< 0.1%
-34503	1	< 0.1%
-27490	1	< 0.1%
-24303	1	< 0.1%
-22108	1	< 0.1%
-20320	1	< 0.1%

Value	Count	Frequency (%)
891586	1	< 0.1%
706864	1	< 0.1%
628699	1	< 0.1%
616836	1	< 0.1%
572805	1	< 0.1%
569034	1	< 0.1%
565669	1	< 0.1%
563543	1	< 0.1%
548020	1	< 0.1%
542653	1	< 0.1%

Outstanding/May05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	20783
Distinct (%)	70.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40235.54518

Minimum	-81334
Maximum	927171
Zeros	3433
Zeros (%)	11.6%
Negative	649
Negative (%)	2.2%
Memory size	231.4 KiB

Quantile statistics

Minimum	-81334
5-th percentile	0
Q1	1780
median	18091
Q3	50072
95-th percentile	165725
Maximum	927171
Range	1008505
Interquartile range (IQR)	48292

Descriptive statistics

Standard deviation	60699.34488
Coefficient of variation (CV)	1.508600035
Kurtosis	12.35959093
Mean	40235.54518
Median Absolute Deviation (MAD)	17673
Skewness	2.880165904
Sum	1191012373
Variance	3684410469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3433	11.6%
390	234	0.8%
780	91	0.3%
316	79	0.3%
326	61	0.2%
150	58	0.2%
396	45	0.2%
2400	39	0.1%
2500	37	0.1%
416	36	0.1%
Other values (20773)	25488	86.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-81334	1	< 0.1%
-61372	1	< 0.1%
-53007	1	< 0.1%
-46627	1	< 0.1%
-37594	1	< 0.1%
-36156	1	< 0.1%
-30481	1	< 0.1%
-28335	1	< 0.1%
-23003	1	< 0.1%
-20753	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
823540	1	< 0.1%
587067	1	< 0.1%
551702	1	< 0.1%
547880	1	< 0.1%
530672	1	< 0.1%
524315	1	< 0.1%
516139	1	< 0.1%
514114	1	< 0.1%
508213	1	< 0.1%

Outstanding/Apr05
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	20396
Distinct (%)	68.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38858.44982

Minimum	-339603
Maximum	961664
Zeros	3929
Zeros (%)	13.3%
Negative	679
Negative (%)	2.3%
Memory size	231.4 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	1278
median	17118
Q3	49121
95-th percentile	161912
Maximum	961664
Range	1301267
Interquartile range (IQR)	47843

Descriptive statistics

Standard deviation	59519.89304
Coefficient of variation (CV)	1.531710434
Kurtosis	12.3451577
Mean	38858.44982
Median Absolute Deviation (MAD)	16793
Skewness	2.852904777
Sum	1150248973
Variance	3542617668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3929	13.3%
390	204	0.7%
780	86	0.3%
150	77	0.3%
316	77	0.3%
326	54	0.2%
396	45	0.2%
416	36	0.1%
-18	33	0.1%
2400	32	0.1%
Other values (20386)	25028	84.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-339603	1	< 0.1%
-209051	1	< 0.1%
-150953	1	< 0.1%
-94625	1	< 0.1%
-73895	1	< 0.1%
-57060	1	< 0.1%
-51443	1	< 0.1%
-51183	1	< 0.1%
-46627	1	< 0.1%
-45734	1	< 0.1%

Value	Count	Frequency (%)
961664	1	< 0.1%
699944	1	< 0.1%
568638	1	< 0.1%
527711	1	< 0.1%
527566	1	< 0.1%
514975	1	< 0.1%
513798	1	< 0.1%
511905	1	< 0.1%
501370	1	< 0.1%
499100	1	< 0.1%

Paid/Sept05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	7862
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5649.560319

Minimum	0
Maximum	873552
Zeros	5192
Zeros (%)	17.5%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2100
Q3	5005
95-th percentile	18393
Maximum	873552
Range	873552
Interquartile range (IQR)	4005

Descriptive statistics

Standard deviation	16568.26494
Coefficient of variation (CV)	2.932664492
Kurtosis	419.7892648
Mean	5649.560319
Median Absolute Deviation (MAD)	1931
Skewness	14.77258405
Sum	167232635
Variance	274507403.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5192	17.5%
2000	1340	4.5%
3000	880	3.0%
5000	689	2.3%
1500	501	1.7%
4000	416	1.4%
10000	396	1.3%
1000	360	1.2%
2500	297	1.0%
6000	291	1.0%
Other values (7852)	19239	65.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5192	17.5%
1	9	< 0.1%
2	14	< 0.1%
3	15	0.1%
4	17	0.1%
5	12	< 0.1%
6	15	0.1%
7	9	< 0.1%
8	8	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
873552	1	< 0.1%
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%
368199	1	< 0.1%
323014	1	< 0.1%
304815	1	< 0.1%
302000	1	< 0.1%
300039	1	< 0.1%

Paid/Aug05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	7814
Distinct (%)	26.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5894.788386

Minimum	0
Maximum	1684259
Zeros	5334
Zeros (%)	18.0%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	825
median	2007
Q3	5000
95-th percentile	18934
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4175

Descriptive statistics

Standard deviation	23089.19362
Coefficient of variation (CV)	3.916882526
Kurtosis	1649.750282
Mean	5894.788386
Median Absolute Deviation (MAD)	1993
Skewness	30.62926199
Sum	174491631
Variance	533110862.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5334	18.0%
2000	1274	4.3%
3000	848	2.9%
5000	707	2.4%
1000	585	2.0%
1500	516	1.7%
4000	402	1.4%
10000	313	1.1%
6000	281	0.9%
2500	249	0.8%
Other values (7804)	19092	64.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5334	18.0%
1	15	0.1%
2	20	0.1%
3	18	0.1%
4	11	< 0.1%
5	25	0.1%
6	8	< 0.1%
7	12	< 0.1%
8	9	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
1215471	1	< 0.1%
1024516	1	< 0.1%
580464	1	< 0.1%
415552	1	< 0.1%
401003	1	< 0.1%
388126	1	< 0.1%
385228	1	< 0.1%
384986	1	< 0.1%

Paid/Jul05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	7431
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5198.415898

Minimum	0
Maximum	896040
Zeros	5891
Zeros (%)	19.9%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1800
Q3	4500
95-th percentile	17337
Maximum	896040
Range	896040
Interquartile range (IQR)	4110

Descriptive statistics

Standard deviation	17580.91481
Coefficient of variation (CV)	3.381975423
Kurtosis	574.5439067
Mean	5198.415898
Median Absolute Deviation (MAD)	1793
Skewness	17.41906579
Sum	153878309
Variance	309088565.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5891	19.9%
2000	1267	4.3%
1000	1092	3.7%
3000	862	2.9%
5000	710	2.4%
1500	484	1.6%
4000	375	1.3%
10000	312	1.1%
1200	241	0.8%
6000	238	0.8%
Other values (7421)	18129	61.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5891	19.9%
1	13	< 0.1%
2	19	0.1%
3	14	< 0.1%
4	15	0.1%
5	17	0.1%
6	14	< 0.1%
7	18	0.1%
8	10	< 0.1%
9	11	< 0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
889043	1	< 0.1%
508229	1	< 0.1%
417588	1	< 0.1%
400972	1	< 0.1%
397092	1	< 0.1%
380478	1	< 0.1%
371718	1	< 0.1%
349395	1	< 0.1%
344261	1	< 0.1%

Paid/Jun05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6880
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4828.659268

Minimum	0
Maximum	621000
Zeros	6318
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	298
median	1500
Q3	4014
95-th percentile	16014
Maximum	621000
Range	621000
Interquartile range (IQR)	3716

Descriptive statistics

Standard deviation	15711.05799
Coefficient of variation (CV)	3.253710216
Kurtosis	277.6714652
Mean	4828.659268
Median Absolute Deviation (MAD)	1500
Skewness	12.93192018
Sum	142933143
Variance	246837343.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6318	21.3%
1000	1381	4.7%
2000	1197	4.0%
3000	876	3.0%
5000	805	2.7%
1500	437	1.5%
4000	393	1.3%
10000	336	1.1%
2500	255	0.9%
500	253	0.9%
Other values (6870)	17350	58.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6318	21.3%
1	21	0.1%
2	22	0.1%
3	13	< 0.1%
4	20	0.1%
5	12	< 0.1%
6	16	0.1%
7	11	< 0.1%
8	7	< 0.1%
9	9	< 0.1%

Value	Count	Frequency (%)
621000	1	< 0.1%
528897	1	< 0.1%
497000	1	< 0.1%
432130	1	< 0.1%
400046	1	< 0.1%
331788	1	< 0.1%
330982	1	< 0.1%
320008	1	< 0.1%
313094	1	< 0.1%
292962	1	< 0.1%

Paid/May05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6837
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4795.032735

Minimum	0
Maximum	426529
Zeros	6600
Zeros (%)	22.3%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	259
median	1500
Q3	4042
95-th percentile	16002
Maximum	426529
Range	426529
Interquartile range (IQR)	3783

Descriptive statistics

Standard deviation	15244.21715
Coefficient of variation (CV)	3.179168526
Kurtosis	182.477426
Mean	4795.032735
Median Absolute Deviation (MAD)	1500
Skewness	11.19205537
Sum	141937764
Variance	232386156.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6600	22.3%
1000	1323	4.5%
2000	1302	4.4%
3000	940	3.2%
5000	804	2.7%
1500	419	1.4%
4000	398	1.3%
10000	340	1.1%
500	245	0.8%
6000	243	0.8%
Other values (6827)	16987	57.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6600	22.3%
1	21	0.1%
2	12	< 0.1%
3	13	< 0.1%
4	12	< 0.1%
5	8	< 0.1%
6	7	< 0.1%
7	9	< 0.1%
8	6	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
332000	1	< 0.1%
331788	1	< 0.1%
330982	1	< 0.1%
326889	1	< 0.1%
317077	1	< 0.1%
310135	1	< 0.1%

Paid/Apr05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6884
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5181.326374

Minimum	0
Maximum	528666
Zeros	7043
Zeros (%)	23.8%
Negative	0
Negative (%)	0.0%
Memory size	231.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	138
median	1500
Q3	4000
95-th percentile	17324
Maximum	528666
Range	528666
Interquartile range (IQR)	3862

Descriptive statistics

Standard deviation	17657.26074
Coefficient of variation (CV)	3.407864987
Kurtosis	172.8169309
Mean	5181.326374
Median Absolute Deviation (MAD)	1500
Skewness	10.81967246
Sum	153372442
Variance	311778856.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7043	23.8%
1000	1290	4.4%
2000	1279	4.3%
3000	907	3.1%
5000	797	2.7%
1500	434	1.5%
4000	404	1.4%
10000	355	1.2%
500	246	0.8%
6000	214	0.7%
Other values (6874)	16632	56.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7043	23.8%
1	20	0.1%
2	9	< 0.1%
3	14	< 0.1%
4	12	< 0.1%
5	6	< 0.1%
6	6	< 0.1%
7	5	< 0.1%
8	6	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
527143	1	< 0.1%
443001	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%
377000	1	< 0.1%
372495	1	< 0.1%
351282	1	< 0.1%
345293	1	< 0.1%
308000	1	< 0.1%

Default
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.0 KiB

False	22996
True	6605

Common Values
Chart

Value	Count	Frequency (%)
False	22996	77.7%
True	6605	22.3%

PayStats
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.92047566

Minimum	-6
Maximum	42
Zeros	2470
Zeros (%)	8.3%
Negative	4405
Negative (%)	14.9%
Memory size	231.4 KiB

Quantile statistics

Minimum	-6
5-th percentile	-6
Q1	1
median	6
Q3	6
95-th percentile	16
Maximum	42
Range	48
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.905153497
Coefficient of variation (CV)	1.200118425
Kurtosis	2.683194013
Mean	4.92047566
Median Absolute Deviation (MAD)	3
Skewness	0.6948094664
Sum	145651
Variance	34.87083783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
6	10023	33.9%
0	2470	8.3%
-6	2072	7.0%
8	1864	6.3%
5	1321	4.5%
2	1148	3.9%
4	1056	3.6%
3	1046	3.5%
1	1045	3.5%
-3	859	2.9%
Other values (37)	6697	22.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6	2072	7.0%
-5	87	0.3%
-4	291	1.0%
-3	859	2.9%
-2	481	1.6%
-1	615	2.1%
0	2470	8.3%
1	1045	3.5%
2	1148	3.9%
3	1046	3.5%

Value	Count	Frequency (%)
42	1	< 0.1%
39	19	0.1%
38	20	0.1%
37	9	< 0.1%
36	1	< 0.1%
35	1	< 0.1%
34	27	0.1%
33	12	< 0.1%
32	1	< 0.1%
31	3	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Unnamed: 0	Credit Limit	Sex	Education	Marital Status	Age	PayStat/Sept05	PayStat/Aug05	PayStat/Jul05	PayStat/Jun05	PayStat/May05	PayStat/Apr05	Outstanding/Sept05	Outstanding/Aug05	Outstanding/Jul05	Outstanding/Jun05	Outstanding/May05	Outstanding/Apr05	Paid/Sept05	Paid/Aug05	Paid/Jul05	Paid/Jun05	Paid/May05	Paid/Apr05	Default	PayStats
0	1	20000	F	BSc	Married	24	2	2	-1	-1	-2	-2	3913	3102	689	0	0	0	0	689	0	0	0	0	True	4
1	2	120000	F	BSc	Single	26	-1	2	0	0	0	2	2682	1725	2682	3272	3455	3261	0	1000	1000	1000	0	2000	True	9
2	3	90000	F	BSc	Single	34	0	0	0	0	0	0	29239	14027	13559	14331	14948	15549	1518	1500	1000	1000	1000	5000	False	6
3	4	50000	F	BSc	Married	37	0	0	0	0	0	0	46990	48233	49291	28314	28959	29547	2000	2019	1200	1100	1069	1000	False	6
4	5	50000	M	BSc	Married	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679	False	4
5	6	50000	M	MSc or PHd	Single	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800	False	6
6	7	500000	M	MSc or PHd	Single	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770	False	6
7	8	100000	F	BSc	Single	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542	False	3
8	9	140000	F	High School Diploma	Married	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000	False	8
9	10	20000	M	High School Diploma	Single	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0	False	-4

Last rows

	Unnamed: 0	Credit Limit	Sex	Education	Marital Status	Age	PayStat/Sept05	PayStat/Aug05	PayStat/Jul05	PayStat/Jun05	PayStat/May05	PayStat/Apr05	Outstanding/Sept05	Outstanding/Aug05	Outstanding/Jul05	Outstanding/Jun05	Outstanding/May05	Outstanding/Apr05	Paid/Sept05	Paid/Aug05	Paid/Jul05	Paid/Jun05	Paid/May05	Paid/Apr05	Default	PayStats
29591	29991	140000	M	BSc	Married	41	0	0	0	0	0	0	138325	137142	139110	138262	49675	46121	6000	7000	4228	1505	2000	2000	False	6
29592	29992	210000	M	BSc	Married	34	3	2	2	2	2	2	2500	2500	2500	2500	2500	2500	0	0	0	0	0	0	True	19
29593	29993	10000	M	High School Diploma	Married	43	0	0	0	-2	-2	-2	8802	10400	0	0	0	0	2000	0	0	0	0	0	False	0
29594	29994	100000	M	MSc or PHd	Single	38	0	-1	-1	0	0	0	3042	1427	102996	70626	69473	55004	2000	111784	4000	3000	2000	2000	False	4
29595	29995	80000	M	BSc	Single	34	2	2	2	2	2	2	72557	77708	79384	77519	82607	81158	7000	3500	0	7000	0	4000	True	18
29596	29996	220000	M	High School Diploma	Married	39	0	0	0	0	0	0	188948	192815	208365	88004	31237	15980	8500	20000	5003	3047	5000	1000	False	6
29597	29997	150000	M	High School Diploma	Single	43	-1	-1	-1	-1	0	0	1683	1828	3502	8979	5190	0	1837	3526	8998	129	0	0	False	2
29598	29998	30000	M	BSc	Single	37	4	3	2	-1	0	0	3565	3356	2758	20878	20582	19357	0	0	22000	4200	2000	3100	True	14
29599	29999	80000	M	High School Diploma	Married	41	1	-1	0	0	0	-1	-1645	78379	76304	52774	11855	48944	85900	3409	1178	1926	52964	1804	True	5
29600	30000	50000	M	BSc	Married	46	0	0	0	0	0	0	47929	48905	49764	36535	32428	15313	2078	1800	1430	1000	1000	1000	True	6

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows